leotsem.com WebMCP audit

Rescan
audited Aug 28, 2026in 4s
66/ 100

One tool registered. Strongest in usefulness, weakest in human experience.

WebMCP use71
Usefulness100
Human experience0
about:blank

No agent run recorded yet.

No steps recorded

Tools

/
search_publication: warning

search_publication

Search Leonidas Tsementzis's public articles, talks, photographs, and background information. Matching publication details and canonical paths are returned, and a visible result panel is displayed; this never contacts anyone or changes site content.Answers a question. Declared read only.
pagehttps://leotsem.com/
implementation
viaimperative
entry pointdocument
registered after235ms
executepresent
api surface
queryoptional
typeoptional
year_fromoptional
year_tooptional
limitoptional
annotations
read onlytrue
destructivenot declared
idempotentnot declared
open worldnot declared
untrusted contentfalse
titlenot declared
3 findings
passRegistration timing
4 / 4
Every measured tool registered within 234.70000004768372ms of navigation.
warningSchema quality
0 / 4
1 of 1 tool schemas are harder for an agent to use than they need to be: search_publication declares no required list, so an agent cannot tell which parameters are mandatory.
search_publication: declares no required list, so an agent cannot tell which parameters are mandatory
fix
{
  name: "search_publication",
  inputSchema: {
    type: "object",
    properties: {
      query: { type: "string", description: "What to search for" }
    },
    required: ["query"]
  }
}
warningHuman parity
0 / 8
1 of 1 tools run through the JavaScript API with no visible counterpart, so the person co-browsing cannot see what the agent is offered. Declarative forms (or at least a title annotation) close the gap.
search_publication
fix
<!-- Give the tool a visible counterpart: a declarative form is one the person can see and use too. -->
<form toolname="search_publication" tooldescription="...">
  <!-- the same action, as UI -->
</form>
tool json
{
  "name": "search_publication",
  "description": "Search Leonidas Tsementzis's public articles, talks, photographs, and background information. Matching publication details and canonical paths are returned, and a visible result panel is displayed; this never contacts anyone or changes site content.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "query": {
        "type": "string",
        "description": "Words or a phrase to find in titles, summaries, topics, and excerpts.",
        "maxLength": 240
      },
      "type": {
        "type": "string",
        "enum": [
          "all",
          "blog",
          "talk",
          "photo",
          "about"
        ],
        "description": "Optional publication type. Use all to search every public item."
      },
      "year_from": {
        "type": "integer",
        "minimum": 2000,
        "maximum": 2100,
        "description": "Optional first publication year, inclusive."
      },
      "year_to": {
        "type": "integer",
        "minimum": 2000,
        "maximum": 2100,
        "description": "Optional last publication year, inclusive."
      },
      "limit": {
        "type": "integer",
        "minimum": 1,
        "maximum": 10,
        "description": "Maximum number of returned and visible results. Defaults to 10."
      }
    }
  },
  "annotations": {
    "readOnlyHint": true,
    "untrustedContentHint": false
  }
}
Showing search_publication

Findings

WebMCP use

71 / 100 · weight 50
passTools registered
4 / 4
1 tool registered across 1 page.
failReal-browser eligible
0 / 8
The page's code registers these tools, but a real visitor's browser does not get them yet: WebMCP needs a native modelContext or a current origin trial token, and this page has neither.
passRegistration timing
4 / 4
Every measured tool registered within 234.70000004768372ms of navigation.
toolsearch_publication
passCanonical entry point
4 / 4
The one registered tool registers on the canonical document.modelContext entry point.
passSchema validity
5 / 5
All 1 tool declare a structurally valid object input schema.
warningSchema quality
0 / 4
1 of 1 tool schemas are harder for an agent to use than they need to be: search_publication declares no required list, so an agent cannot tell which parameters are mandatory.
toolsearch_publication
search_publication: declares no required list, so an agent cannot tell which parameters are mandatory
fix
{
  name: "search_publication",
  inputSchema: {
    type: "object",
    properties: {
      query: { type: "string", description: "What to search for" }
    },
    required: ["query"]
  }
}
passStub detection
5 / 5
The one registered tool declares an execute handler.
passAnnotations present
4 / 4
All 1 tool declares a readOnlyHint, so an agent knows which calls change state.
passAnnotation mismatch
3 / 3
No tool claims to be read-only while its name says it writes (1 declared hint checked).
not applicableUntrusted content hint
0 / 2
No tool's contract suggests it returns text written by somebody other than the site, so there is nothing to flag as untrusted.
passRegistration errors
2 / 2
No tool registration threw during the capture.
warningToolchange coherence
1 / 2
1 tool was registered but the page never dispatched a toolchange event, so an agent subscribed to registry updates never learns they exist.
fix
document.modelContext.dispatchEvent(new Event("toolchange"));
not applicableInjection surface
0 / 3
The injection-surface model hop returned no usable result, so tool contracts were not reviewed for injection surface.

Usefulness

100 / 100 · weight 30
passNaming quality
2 / 2
All 1 tool name is consistent, verb-led, and within Chrome's size guidance.
not applicableDescription quality
0 / 6
The description-quality model hop returned no usable result, so descriptions were not rated.
not applicableTool selection
0 / 14
The tool-selection model hop returned no usable result.
not applicableCoverage vs. site type
0 / 8
This tool set does not place the site in a category with a known expected tool shape, so there is no coverage baseline to score it against.

Human experience

0 / 100 · weight 20
warningHuman parity
0 / 8
1 of 1 tools run through the JavaScript API with no visible counterpart, so the person co-browsing cannot see what the agent is offered. Declarative forms (or at least a title annotation) close the gap.
toolsearch_publication
search_publication
fix
<!-- Give the tool a visible counterpart: a declarative form is one the person can see and use too. -->
<form toolname="search_publication" tooldescription="...">
  <!-- the same action, as UI -->
</form>
not applicablePage experience
0 / 12
The page-experience model hop returned no usable result, so the page was not graded.

Tool selection

The tool-selection model hop returned no usable result.
how this was captured
chrome
148.0.7778.96
capture shim
v1
spec snapshot
2026-08
mode
fast
pages
1
tools
1
run time
4s
finished
Aug 28, 2026